28 November, 2021

Course

Topics

Day Topic
1
  • Intro to Version control (git),
  • reproducible research (rmarkdown)
  • data wrangling
  • Frequentist (generalized) linear models (GLM)
2
  • GLM continued
3
  • GLM continued
  • Frequentist (Generalized) Mixed effects models
4
  • Frequentist generalized linear mixed effects models (GLMM)
5
  • More GLMM
  • Frequentist generalized additive models (GAM + GAMM)
6
  • Regression trees
  • Bayesian linear models
7
  • Bayesian linear models
8
  • Bayesian generalized linear/generalized mixed effects
9
  • Multivariate analyses

Prep

  • Show-us-your-Rs
  • R editors
    • Rstudio
  • Version control / Collaboration
    • git/github
  • Scripts and reproducible research
    • knitr
    • lintr/styler
    • Rmarkdown / R notebook

R

R studio

Reproducible research

Cheat sheets (ref cards)